Data highlights
For AGU 2018, we've assembled a two-page document with examples of CZO data activities.
On this page:
DATA RESOURCES - HIGHLIGHTS
CZ science uses integrated, diverse data
Critical Zone scientists need integrated data to inform our theoretical frameworks, constrain our conceptual and numerical models, and test our hypotheses -- both within a CZO and across the CZO network.
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Highly interdisciplinary data.
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Very wide range of timescales.
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Many data types (sensors & samples).
Current data access
Start at CriticalZone.org
Search our centralized metadata catalog
Browse 70+ main topics including Meteorology, Soil Moisture, GIS/MapData,
Streamflow/Discharge, Precipitation, Soil Temperature, LiDAR, Stream Water Chemistry, and many more.
Access additional resources
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Data catalogs at individual observatories.
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Domain-specific, long-term repositories (i.e. LiDAR at OpenTopography.org).
Network data products
Assembling cross-CZO datasets
In the past few years, CZO data managers have been synthesizing more of CZO’s common measurements into cross-network data products. Some products are complete and available on CriticalZone.org via the national/data webpage. Transfer of some of the datasets to CUAHSI's HydroShare repository is underway.
Example cross-CZO datasets
Tool development
Data management software
With our partners, CZO has contributed to a series of software projects that help structure and manage our diverse data. They include:
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ODM2 - Robust data model for Critical Zone science.
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ODM2 Admin - Management of sensor and sample-based
data collected from a field site.
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Clowder - Customized data catalogs in the cloud to help
manage research data for groups and communities.
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Dendra - Interface for sensor database, University of
California’s SensorBase.
HYDROSHARE DATA MIGRATION - HIGHLIGHTS
Improved data discovery across the CZO network, in one location
CUAHSI HydroShare enables groups and individuals to share data and models:
storage, analysis, and publication
CZO is partnering with CUAHSI to migrate our data catalog from CriticalZone.org to CUAHSI’s HydroShare.org repository later in 2019
Partnering will provide a more sustainable data management solution for the CZO community. Improvements to HydroShare made on behalf of CZO will benefit the entire HydroShare user community.
Central, long-term repository
Migrated data will have improved long-term viability and enhanced discoverability.
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Our current storage is limited to individual CZOs and
domain-specific repositories like OpenTopography.org.
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Migration is especially important for data at risk of
becoming inaccessible (i.e. grad student research).
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Completed data resources can be issued DOIs.
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Using HydroShare infrastructure will reduce our
dependence on hardware and software at all CZOs.
Note: Not all CZO data can be migrated to HydroShare in 2019. Although we will migrate all the metadata, transferring all data is too large of a project for the short term. We will start with easily accessible flat files.
Improved search & browse
We gain a metadata catalog with more functionality.
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Current system has limited functionality derived from a
standard Content Management System (CMS).
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HydroShare is optimized for science metadata, i.e.,
automatic extraction of metadata from some file types.
More controlled vocabulary (CV) terms than before.
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Yields better search results, improved data interoperability
among CZOs and with outside organizations.
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More standardization of terms, especially for variables.
For example, instead of a half dozen ways to denote
dissolved calcium, there will be one.
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Initial work condensed ~1900 variable names down to
340 standard terms (within ODM2 information model).
Enhanced collaboration
CZO researchers can work together more easily and share more widely.
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Work privately with others on preliminary data. When
ready, make data discoverable and/or downloadable.
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Explore data with others via the JupyterHub app, including online analysis & modelling.
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Share all products of a study, including primary data,
supporting data, workflows, and models.
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Connect to the robust HydroShare API for data access
and reuse by individuals and applications.
HydroShare + Clowder
CZO and CUAHSI are collaborating with the Clowder team (led by NCSA), with emphasis on authoring metadata and interoperability between HydroShare and Clowder.
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Clowder is online software that helps communities manage research data via customized data catalogs and data
processing tools.
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Clowder has strengths in incrementally adding data and
metadata, data visualization, & other custom functionality.
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HydroShare has strengths in long-term data archival,
publication, discovery, and connections to models via apps.
Migration of CZO data catalog to HydroShare